Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60993	TPA	Stephanie Collins	1974-08-04	UHC-85615-89	—	7122 Mesa Dr, Atlanta, GA, 30315	0.82	Name re-cased Phone missing area code Whitespace trimmed
TPA-50672	TPA	Christian Hicks	1961-12-20	—	6385243268	444 Grand Ave, Los Angeles, CA, 90018	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50347	TPA	Stephanie Gardner	1952-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50346	TPA	Stephanie Gardner	1952-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61756	TPA	Barbara Johnston	1973-12-10	—	8266139748	7133 Apache Blvd, Tampa, FL, 33651	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-54293	TPA	Amber Li	1943-02-26	—	—	2607 Apache Blvd # 414, Eden Prairie, MN, 55397	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-62204	TPA	Madison Taylor	1940-07-08	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57711	TPA	Jonathan Lopez	1975-09-28	UHC-56956-03	—	9760 Bayshore Dr, Minneapolis, MN, 55469	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59923	TPA	Carlos Perez	1980-01-24	—	—	8065 Washington St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-62337	TPA	Christian Bradley	1978-08-23	UHC-55052-60	9834298798	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58511	TPA	Christopher Perkins	1980-12-20	UHC-86844-01	—	262 Ridge Rd, Atlanta, GA, 30392	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-62868	TPA	Omar Gonzales	1974-03-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58949	TPA	Jean G Martin	1980-08-25	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52056	TPA	Aisah Robinson	1990-08-11	—	5423957155	9227 Canyon Rd, Chandler, AZ, 85251	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-55522	TPA	Charlotte F Bryent	—	UHC-22651-59	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-54156	TPA	Roy Crawford	1991-07-27	—	—	6673 Oak St, Seattle, WA, 98175	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-52190	TPA	Rachel Wheeler	1970-12-18	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-60104	TPA	Betty G Gomez	1977-06-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61359	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-59085	TPA	Stephanie Armstrong	1994-01-24	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53555	TPA	Thomas H Esspinoza	1980-07-04	—	—	8979 Market St, Eden Prairie, MN, 55302	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-56140	TPA	Patel Austin	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53029	TPA	Joshua White	1984-09-10	—	—	8849 Harbor Blvd, Tempe, AZ, 85238	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51220	TPA	Lawrence J Morgan	1970-05-27	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
TPA-60141	TPA	Kenneth Nguyeen	1990-12-14	—	—	8140 Palm Dr, Las Vegas, NV, 89149	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58224	TPA	Edward Russell	1991-02-21	—	—	7133 Meadow Ln, Tucson, AZ, 85795	0.82	Name re-cased Phone missing area code Placeholder values cleared
TPA-50336	TPA	Carlos Perkins	1998-11-01	—	3264008261	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50305	TPA	Mariana Berry	1988-03-20	—	—	4544 Main St Apt 30, Denver, CO, 80294	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-64357	TPA	George N Coleman	1939-05-05	UHC-22944-32	—	7711 Valley View Dr, Sacramento, CA, 95896	0.82	Name re-cased SSN last four extracted Placeholder values cleared
TPA-54423	TPA	Gary Rodriguez	1952-11-10	—	—	1707 Mesa Dr, Chandler, AZ, 85288	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-63597	TPA	Elizabeth Oliver	1980-04-09	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
TPA-54677	TPA	Amanda Foster	1974-01-09	—	—	395 Washington St, San Diego, CA, 92199	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-60525	TPA	Maria Jenkins	—	—	—	2486 Mountain View Dr, Jacksonville, FL, 32232	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-61385	TPA	Bradley Cox	1951-01-18	UHC-86083-56	—	4643 Harbor Blvd, Dallas, TX, 75247	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-59835	TPA	Sarah U Kelley	1946-09-03	—	—	9831 Mountain View Dr, Orlando, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52172	TPA	Randy Bell	1971-03-18	—	—	6325 Meadow Ln, San Diego, CA, 92190	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-63387	TPA	Kayla O Williamson	1993-02-05	—	—	5310 Indian School Rd, San Diego, CA, 92184	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54805	TPA	Charlotte Lee	1938-01-07	—	—	1687 Maple Ave, Columbus, OH, 43216	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61528	TPA	Evelyn Alvarado	1979-10-24	—	—	6542 Mesa Dr, San Antonio, TX, 78232	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-50858	TPA	Tyler Mitchell	1981-06-17	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-58204	TPA	Charles James	1985-01-01	—	—	6831 Desert Sky Blvd, Miami, FL, 33107	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53194	TPA	Heather K Arnold	1939-10-06	UHC-93459-97	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54248	TPA	Ann Jecobs	1982-08-04	—	—	5062 Lake View Rd, Fresno, CA, 93738	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50901	TPA	Ray Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52595	TPA	Benjamin W Brown	1951-08-19	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57042	TPA	Sean H Walsh	1940-11-14	—	—	1571 Union St, Glendale, AZ, 85347	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58251	TPA	Christian James	1977-10-08	UHC-82723-91	—	9378 Oak St, Tempe, AZ, 85242	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56437	TPA	Douglas ZJunk	1972-11-26	—	—	—	0.82	Name re-cased Placeholder values cleared No usable name (quarantined)
TPA-54450	TPA	Hoffman J Patrick	1960-11-21	—	—	—	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared
TPA-59041	TPA	Carl Rivera	1980-12-03	—	—	5451 Grand Ave, Eden Prairie, MN, 55370	0.82	Name re-cased State name converted to code Placeholder values cleared

5,750 rows, page 83 of 115Previous Next